Over the past few decades, air pollution has become a significant threat to human health, contributing to rising mortality rates globally. This growing problem is primarily driven by industrial activities and vehicle emissions that release harmful pollutants into the atmosphere. Air pollution is linked to a range of health conditions, including respiratory tract and cardiovascular diseases. To...
Port scanning remains a widely used reconnaissance method by attackers seeking to identify accessible network services and potential vulnerabilities. This study introduces a cybersecurity framework based on reinforcement learning for the dynamic mitigation of port scan activity using a tiered response strategy. Network behavior is interpreted through defined scanning states, allowing the...
